The video is over an hour long, where does he state what the actual difference is? I assume it is just along the lines of "coding requires high level thinking,

The video is over an hour long, where does he state what the actual difference is? I assume it is just along the lines of "coding requires high level thinking, while programming does not". If so, the question becomes: who has a "programming" job today then? If the answer is "no one", then "programming" isn't an actual job and therefore fine to use either term.